Optimizing Engagement in Digital Mental Health Services among Sexual and Gender Minority Consumers
优化性少数群体消费者对数字心理健康服务的参与
基本信息
- 批准号:10738476
- 负责人:
- 金额:$ 13.84万
- 依托单位:
- 依托单位国家:美国
- 项目类别:
- 财政年份:2023
- 资助国家:美国
- 起止时间:2023-06-21 至 2027-05-31
- 项目状态:未结题
- 来源:
- 关键词:AddressAdultAdvocacyAffectiveAnxietyBehavioralCaringCharacteristicsCognitiveCommunitiesData AnalysesData AnalyticsDevelopmentDiscriminationDistalEthnic OriginEvaluationExpectancyExperimental DesignsFeedbackFocus GroupsFundingFutureGender IdentityGoalsHealthHealth ResourcesHealth ServicesHealth Services AccessibilityHealth Services ResearchHealth behavior changeHealthcareHeterogeneityHeterosexualsImprove AccessInformaticsInfrastructureInternetInterventionK-Series Research Career ProgramsMental DepressionMental HealthMental Health ServicesMental health promotionMetadataMethodologyMethodsModelingNamesNational Institute of Mental HealthOutcomePatternPersonal SatisfactionPopulationPositioning AttributePrincipal InvestigatorProcessPublic HealthRaceReportingResearchResearch SupportRouteSafetySamplingSelf DirectionServicesSex OrientationSexual and Gender MinoritiesSexual and Gender Minority YouthShapesSocial WorkSourceStrategic PlanningSubgroupSupport GroupsSymptomsTechnologyTestingTherapeuticTrainingUniversitiesWashingtonanalytical methodbarrier to carebig data managementcare preferencecareercisgenderdata integrationdesigndigital interventiondigital mental healthevidence baseexperiencefeasibility testinggender minority groupgender minority healthhealth care availabilityhealth disparityhealth equityhealth equity promotionhealth goalshelp-seeking behaviorhuman centered designimprovedinnovationinsightmarginalized populationmemberpeerpreferenceprofessorprototypepsychoeducationpsychoeducationalrandomized trialscreeningself relianceservice deliverysexual identitysupervised learningtheoriestooltrial design
项目摘要
PROJECT SUMMARY
Sexual and gender minority (SGM) populations are disproportionately impacted by mental health concerns
relative to their heterosexual and cisgender peers. SGM populations, however, continue to report unmet mental
health needs because they cannot or do not access mental health services. Digital Mental Health (DMH) has
been recognized as a feasible, economical, and effective approach to broaden the availability of mental health
care to consumers who face barriers to mental health help-seeking. SGM consumers cite a preference for DMH
resources, and this delivery format holds promise to attend to major access barriers experienced by this
consumer group. Yet, the availability of DMH content tailored to the needs of SGM consumers is limited, and a
dearth of research examines SGM populations' actual engagement with DMH services. A potential solution to
fully understand how SGM populations utilize DMH services would be to characterize their engagement within a
natural setting. Leveraging an established partnership with Mental Health America (MHA), a non-profit mental
health advocacy group offering free, evidence-based screenings and self-guided DMH resources, this study will
follow a large, naturalistic sample of SGM DMH consumers with the aims to: 1) characterize consumers' current
and predictive patterns of engagement with MHA's DMH resources and examine consumer characteristics
associated with these different engagement patterns (Aim 1); 2) employ human-centered design approaches to
gain insights related to group-specific processes not captured by MHA's meta-data that impact DMH
engagement among SGM consumers and integrate data to design and build prototype engagement strategies
for consumer evaluation (Aim 2), and; 3) test the tailored engagement strategies with MHA's SGM consumers
using a micro-randomized trial (MRT) design (Aim 3). To accomplish these aims and prepare for a larger R01
trial, the Principal Investigator will receive training in: 1) the theoretical, substantive, and methodological
underpinnings of DMH; 2) big data management and analytic methods, specifically supervised machine learning;
3) human-centered design approaches for designing tailored DMH interventions, and; 4) experimental design
and data analysis for evaluating adaptive DMH interventions. The candidate is an Assistant Professor of Social
Work at the University of Washington whose long-term career goal is to become an expert in the field of mental
health services research, specializing in digital interventions to improve service access for SGM consumers
through increased availability and enhanced acceptability. The proposed study advances this objective by
aligning with the care preferences of SGM consumers, leveraging the infrastructure of an existing DMH platform
at minimal burden to consumers, and contributing evidence towards optimized engagement outcomes for SGM
consumers through the use of tailored strategies.
项目总结
性和性别少数(SGM)人群受到心理健康问题的影响不成比例
相对于他们的异性恋和顺性别同龄人。然而,SGM人群继续报告未得到满足的精神
健康需求,因为他们不能或不能获得心理健康服务。数字心理健康(DMH)具有
被公认为是扩大心理健康可获得性的可行、经济和有效的方法
关爱面临心理健康求助障碍的消费者。SGM消费者提到对DMH的偏好
资源,而这种交付形式承诺要注意解决由
消费者群体。然而,针对SGM消费者的需求量身定做的DMH内容的可用性有限,并且
缺乏研究来考察SGM人群对DMH服务的实际参与情况。一个潜在的解决方案
充分了解SGM人群如何利用DMH服务来描述他们在
自然的环境。利用与美国心理健康协会(MHA)建立的伙伴关系,MHA是一家非营利性心理健康机构
健康倡导组织提供免费的循证筛查和自我指导的DMH资源,这项研究将
跟踪SGM DMH消费者的大量自然样本,目的是:1)描述消费者的当前
和与MHA的DMH资源接触的预测模式,并检查消费者特征
与这些不同的参与模式相关联(目标1);2)采用以人为中心的设计方法
获得与影响DMH的MHA元数据未捕获的特定于组的流程相关的见解
SGM消费者的参与度,并整合数据以设计和构建原型参与度战略
用于消费者评估(目标2);以及;3)与MHA的SGM消费者测试量身定制的参与策略
采用微随机化试验(MRT)设计(目标3)。为了实现这些目标并为更大的R01做准备
在审判期间,首席调查员将接受以下方面的培训:1)理论、实质和方法
DMH的基础;2)大数据管理和分析方法,特别是有监督的机器学习;
3)以人为中心的设计方法,设计有针对性的DMH干预措施;4)实验设计
以及用于评估适应性DMH干预的数据分析。应聘者是社会学助理教授
在华盛顿大学工作,其长期职业目标是成为心理领域的专家
卫生服务研究,专门从事数字干预,以改善SGM消费者获得服务的机会
通过增加可获得性和增强可接受性。拟议的研究通过以下方式推进了这一目标
与SGM消费者的护理偏好保持一致,利用现有DMH平台的基础架构
将消费者的负担降至最低,并为SGM的最佳参与结果提供证据
消费者通过使用量身定做的策略。
项目成果
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